Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	2351
Missing cells	2020
Missing cells (%)	3.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	487.0 KiB
Average record size in memory	212.1 B

Variable types

Categorical	2
Numeric	20

Alerts

`Country` has a high cardinality: 193 distinct values	High cardinality
`Life Expectancy` is highly overall correlated with `Adult Mortality` and 12 other fields	High correlation
`Adult Mortality` is highly overall correlated with `Life Expectancy` and 2 other fields	High correlation
`Infant Deaths` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`Alcohol` is highly overall correlated with `Income Composition Of Resources` and 2 other fields	High correlation
`Percentage Expenditure` is highly overall correlated with `GDP` and 1 other fields	High correlation
`Hepatitis B` is highly overall correlated with `Polio` and 1 other fields	High correlation
`Measles` is highly overall correlated with `Infant Deaths` and 1 other fields	High correlation
`BMI` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`Under-Five Deaths` is highly overall correlated with `Life Expectancy` and 6 other fields	High correlation
`Polio` is highly overall correlated with `Life Expectancy` and 4 other fields	High correlation
`Diphtheria` is highly overall correlated with `Life Expectancy` and 4 other fields	High correlation
`HIV/AIDS` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`GDP` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`Thinness 10-19 Years` is highly overall correlated with `Life Expectancy` and 4 other fields	High correlation
`Thinness 5-9 Years` is highly overall correlated with `Life Expectancy` and 4 other fields	High correlation
`Income Composition Of Resources` is highly overall correlated with `Life Expectancy` and 14 other fields	High correlation
`Schooling` is highly overall correlated with `Life Expectancy` and 12 other fields	High correlation
`Status` is highly overall correlated with `Life Expectancy` and 3 other fields	High correlation
`Alcohol` has 159 (6.8%) missing values	Missing
`Hepatitis B` has 433 (18.4%) missing values	Missing
`BMI` has 29 (1.2%) missing values	Missing
`Total Expenditure` has 180 (7.7%) missing values	Missing
`GDP` has 348 (14.8%) missing values	Missing
`Population` has 513 (21.8%) missing values	Missing
`Thinness 10-19 Years` has 29 (1.2%) missing values	Missing
`Thinness 5-9 Years` has 29 (1.2%) missing values	Missing
`Income Composition Of Resources` has 127 (5.4%) missing values	Missing
`Schooling` has 123 (5.2%) missing values	Missing
`Infant Deaths` has 682 (29.0%) zeros	Zeros
`Percentage Expenditure` has 479 (20.4%) zeros	Zeros
`Measles` has 801 (34.1%) zeros	Zeros
`Under-Five Deaths` has 638 (27.1%) zeros	Zeros
`Income Composition Of Resources` has 111 (4.7%) zeros	Zeros
`Schooling` has 24 (1.0%) zeros	Zeros

Reproduction

Analysis started	2023-01-20 04:34:56.557667
Analysis finished	2023-01-20 04:35:45.797173
Duration	49.24 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

Country
Categorical

Distinct	193
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Memory size	101.3 KiB

Switzerland	16
Antigua and Barbuda	16
Slovakia	16
Benin	16
Bahamas	15
Other values (188)	2272

Length

Max length	52
Median length	34
Mean length	10.012335
Min length	4

Characters and Unicode

Total characters	23539
Distinct characters	56
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10 ?
Unique (%)	0.4%

Sample

1st row	Bahamas
2nd row	Hungary
3rd row	France
4th row	Gambia
5th row	Qatar

Common Values

Value	Count	Frequency (%)
Switzerland	16	0.7%
Antigua and Barbuda	16	0.7%
Slovakia	16	0.7%
Benin	16	0.7%
Bahamas	15	0.6%
Iran (Islamic Republic of)	15	0.6%
Zambia	15	0.6%
South Africa	15	0.6%
Mexico	15	0.6%
Cameroon	15	0.6%
Other values (183)	2197	93.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
republic	150	4.4%
of	146	4.3%
and	81	2.4%
united	50	1.5%
guinea	39	1.1%
the	36	1.1%
democratic	34	1.0%
new	29	0.8%
south	28	0.8%
saint	28	0.8%
Other values (223)	2803	81.9%

Most occurring characters

Value	Count	Frequency (%)
a	3397	14.4%
i	1996	8.5%
e	1719	7.3%
n	1718	7.3%
r	1281	5.4%
o	1278	5.4%
	1073	4.6%
u	899	3.8%
l	884	3.8%
t	871	3.7%
Other values (46)	8423	35.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	19128	81.3%
Uppercase Letter	3173	13.5%
Space Separator	1073	4.6%
Open Punctuation	52	0.2%
Close Punctuation	52	0.2%
Other Punctuation	37	0.2%
Dash Punctuation	24	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	3397	17.8%
i	1996	10.4%
e	1719	9.0%
n	1718	9.0%
r	1281	6.7%
o	1278	6.7%
u	899	4.7%
l	884	4.6%
t	871	4.6%
d	709	3.7%
Other values (17)	4376	22.9%

Uppercase Letter

Value	Count	Frequency (%)
S	384	12.1%
B	274	8.6%
C	224	7.1%
M	224	7.1%
A	211	6.6%
R	193	6.1%
G	182	5.7%
T	164	5.2%
I	153	4.8%
L	150	4.7%
Other values (14)	1014	32.0%

Space Separator

Value	Count	Frequency (%)
	1073	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	52	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	52	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	37	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	24	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22301	94.7%
Common	1238	5.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	3397	15.2%
i	1996	9.0%
e	1719	7.7%
n	1718	7.7%
r	1281	5.7%
o	1278	5.7%
u	899	4.0%
l	884	4.0%
t	871	3.9%
d	709	3.2%
Other values (41)	7549	33.9%

Common

Value	Count	Frequency (%)
	1073	86.7%
(	52	4.2%
)	52	4.2%
'	37	3.0%
-	24	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23526	99.9%
None	13	0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	3397	14.4%
i	1996	8.5%
e	1719	7.3%
n	1718	7.3%
r	1281	5.4%
o	1278	5.4%
	1073	4.6%
u	899	3.8%
l	884	3.8%
t	871	3.7%
Other values (45)	8410	35.7%

None

Value	Count	Frequency (%)
ô	13	100.0%

Year
Real number (ℝ)

Distinct	16
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2007.5653

Minimum	2000
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	2000
5-th percentile	2000
Q1	2004
median	2008
Q3	2012
95-th percentile	2015
Maximum	2015
Range	15
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.6241608
Coefficient of variation (CV)	0.0023033676
Kurtosis	-1.2277667
Mean	2007.5653
Median Absolute Deviation (MAD)	4
Skewness	-0.015535921
Sum	4719786
Variance	21.382863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2012	158	6.7%
2013	156	6.6%
2011	154	6.6%
2005	153	6.5%
2004	150	6.4%
2015	150	6.4%
2002	147	6.3%
2014	146	6.2%
2001	146	6.2%
2006	146	6.2%
Other values (6)	845	35.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2000	142	6.0%
2001	146	6.2%
2002	147	6.3%
2003	142	6.0%
2004	150	6.4%
2005	153	6.5%
2006	146	6.2%
2007	139	5.9%
2008	140	6.0%
2009	146	6.2%

Value	Count	Frequency (%)
2015	150	6.4%
2014	146	6.2%
2013	156	6.6%
2012	158	6.7%
2011	154	6.6%
2010	136	5.8%
2009	146	6.2%
2008	140	6.0%
2007	139	5.9%
2006	146	6.2%

Status
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	101.3 KiB

Developing	1944
Developed	407

Length

Max length	10
Median length	10
Mean length	9.8268822
Min length	9

Characters and Unicode

Total characters	23103
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Developing
2nd row	Developed
3rd row	Developing
4th row	Developing
5th row	Developing

Common Values

Value	Count	Frequency (%)
Developing	1944	82.7%
Developed	407	17.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
developing	1944	82.7%
developed	407	17.3%

Most occurring characters

Value	Count	Frequency (%)
e	5109	22.1%
D	2351	10.2%
v	2351	10.2%
l	2351	10.2%
o	2351	10.2%
p	2351	10.2%
i	1944	8.4%
n	1944	8.4%
g	1944	8.4%
d	407	1.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20752	89.8%
Uppercase Letter	2351	10.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	5109	24.6%
v	2351	11.3%
l	2351	11.3%
o	2351	11.3%
p	2351	11.3%
i	1944	9.4%
n	1944	9.4%
g	1944	9.4%
d	407	2.0%

Uppercase Letter

Value	Count	Frequency (%)
D	2351	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23103	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	5109	22.1%
D	2351	10.2%
v	2351	10.2%
l	2351	10.2%
o	2351	10.2%
p	2351	10.2%
i	1944	8.4%
n	1944	8.4%
g	1944	8.4%
d	407	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23103	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	5109	22.1%
D	2351	10.2%
v	2351	10.2%
l	2351	10.2%
o	2351	10.2%
p	2351	10.2%
i	1944	8.4%
n	1944	8.4%
g	1944	8.4%
d	407	1.8%

Life Expectancy
Real number (ℝ)

Distinct	359
Distinct (%)	15.3%
Missing	10
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	69.171807

Minimum	36.3
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	36.3
5-th percentile	51.4
Q1	63
median	72.1
Q3	75.7
95-th percentile	81.9
Maximum	89
Range	52.7
Interquartile range (IQR)	12.7

Descriptive statistics

Standard deviation	9.5302326
Coefficient of variation (CV)	0.13777626
Kurtosis	-0.23497696
Mean	69.171807
Median Absolute Deviation (MAD)	5.7
Skewness	-0.651593
Sum	161931.2
Variance	90.825333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73	39	1.7%
75	26	1.1%
78	24	1.0%
76	23	1.0%
74.5	22	0.9%
81	21	0.9%
73.6	21	0.9%
74.1	21	0.9%
73.8	20	0.9%
75.4	20	0.9%
Other values (349)	2104	89.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.3	1	< 0.1%
39	1	< 0.1%
41	1	< 0.1%
41.5	1	< 0.1%
42.3	1	< 0.1%
43.1	1	< 0.1%
43.3	1	< 0.1%
43.5	1	< 0.1%
43.8	1	< 0.1%
44	1	< 0.1%

Value	Count	Frequency (%)
89	8	0.3%
88	6	0.3%
87	5	0.2%
86	12	0.5%
85	10	0.4%
84	9	0.4%
83.7	1	< 0.1%
83.5	2	0.1%
83.4	1	< 0.1%
83.3	1	< 0.1%

Adult Mortality
Real number (ℝ)

Distinct	402
Distinct (%)	17.2%
Missing	10
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	165.19393

Minimum	1
Maximum	717
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	1
5-th percentile	12
Q1	74
median	144
Q3	228
95-th percentile	397
Maximum	717
Range	716
Interquartile range (IQR)	154

Descriptive statistics

Standard deviation	124.46646
Coefficient of variation (CV)	0.75345663
Kurtosis	1.685638
Mean	165.19393
Median Absolute Deviation (MAD)	76
Skewness	1.156974
Sum	386719
Variance	15491.901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	26	1.1%
16	25	1.1%
14	22	0.9%
11	21	0.9%
138	20	0.9%
19	20	0.9%
13	18	0.8%
15	18	0.8%
17	18	0.8%
189	17	0.7%
Other values (392)	2136	90.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	0.5%
2	6	0.3%
3	6	0.3%
4	3	0.1%
5	2	0.1%
6	12	0.5%
7	14	0.6%
8	10	0.4%
9	6	0.3%
11	21	0.9%

Value	Count	Frequency (%)
717	1	< 0.1%
715	1	< 0.1%
699	1	< 0.1%
686	1	< 0.1%
682	1	< 0.1%
679	1	< 0.1%
675	1	< 0.1%
666	1	< 0.1%
665	1	< 0.1%
652	1	< 0.1%

Infant Deaths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	187
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.023394

Minimum	0
Maximum	1800
Zeros	682
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	23
95-th percentile	91.5
Maximum	1800
Range	1800
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	115.91805
Coefficient of variation (CV)	3.8609243
Kurtosis	117.88201
Mean	30.023394
Median Absolute Deviation (MAD)	3
Skewness	9.8645077
Sum	70585
Variance	13436.995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	682	29.0%
1	278	11.8%
2	150	6.4%
3	139	5.9%
4	77	3.3%
8	44	1.9%
7	44	1.9%
9	37	1.6%
6	36	1.5%
10	35	1.5%
Other values (177)	829	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	682	29.0%
1	278	11.8%
2	150	6.4%
3	139	5.9%
4	77	3.3%
5	30	1.3%
6	36	1.5%
7	44	1.9%
8	44	1.9%
9	37	1.6%

Value	Count	Frequency (%)
1800	1	< 0.1%
1700	2	0.1%
1600	1	< 0.1%
1500	1	< 0.1%
1400	1	< 0.1%
1300	2	0.1%
1200	1	< 0.1%
1100	2	0.1%
910	1	< 0.1%
576	1	< 0.1%

Alcohol
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	987
Distinct (%)	45.0%
Missing	159
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	4.627208

Minimum	0.01
Maximum	17.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.8575
median	3.81
Q3	7.8125
95-th percentile	11.89
Maximum	17.87
Range	17.86
Interquartile range (IQR)	6.955

Descriptive statistics

Standard deviation	4.0557091
Coefficient of variation (CV)	0.87649164
Kurtosis	-0.79987762
Mean	4.627208
Median Absolute Deviation (MAD)	3.3
Skewness	0.57603928
Sum	10142.84
Variance	16.448777
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	236	10.0%
0.03	12	0.5%
0.02	11	0.5%
0.04	10	0.4%
1.18	10	0.4%
0.09	9	0.4%
0.55	9	0.4%
0.21	8	0.3%
0.56	8	0.3%
0.17	7	0.3%
Other values (977)	1872	79.6%
(Missing)	159	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	236	10.0%
0.02	11	0.5%
0.03	12	0.5%
0.04	10	0.4%
0.05	6	0.3%
0.06	7	0.3%
0.07	4	0.2%
0.08	5	0.2%
0.09	9	0.4%
0.1	6	0.3%

Value	Count	Frequency (%)
17.87	1	< 0.1%
17.31	1	< 0.1%
16.99	1	< 0.1%
16.35	1	< 0.1%
15.52	1	< 0.1%
15.19	1	< 0.1%
15.14	1	< 0.1%
15.07	1	< 0.1%
15.04	2	0.1%
14.97	1	< 0.1%

Percentage Expenditure
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1873
Distinct (%)	79.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	747.5649

Minimum	0
Maximum	19479.912
Zeros	479
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.0839692
median	68.866233
Q3	451.18919
95-th percentile	4577.459
Maximum	19479.912
Range	19479.912
Interquartile range (IQR)	446.10522

Descriptive statistics

Standard deviation	2018.8211
Coefficient of variation (CV)	2.7005295
Kurtosis	27.401783
Mean	747.5649
Median Absolute Deviation (MAD)	68.866233
Skewness	4.7166897
Sum	1757525.1
Variance	4075638.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	479	20.4%
460.6487805	1	< 0.1%
229.6687488	1	< 0.1%
12829.25408	1	< 0.1%
2.995959823	1	< 0.1%
173.5755595	1	< 0.1%
21.24915339	1	< 0.1%
77.27092119	1	< 0.1%
59.55033546	1	< 0.1%
530.4832336	1	< 0.1%
Other values (1863)	1863	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	479	20.4%
0.09987219	1	< 0.1%
0.328418056	1	< 0.1%
0.358651421	1	< 0.1%
0.388253772	1	< 0.1%
0.397228764	1	< 0.1%
0.442802404	1	< 0.1%
0.5305728	1	< 0.1%
0.661540371	1	< 0.1%
0.66751505	1	< 0.1%

Value	Count	Frequency (%)
19479.91161	1	< 0.1%
19099.04506	1	< 0.1%
18961.3486	1	< 0.1%
18822.86732	1	< 0.1%
18379.32974	1	< 0.1%
17028.52798	1	< 0.1%
16255.16198	1	< 0.1%
15515.75234	1	< 0.1%
15345.4907	1	< 0.1%
14714.82588	1	< 0.1%

Hepatitis B
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	86
Distinct (%)	4.5%
Missing	433
Missing (%)	18.4%
Infinite	0
Infinite (%)	0.0%
Mean	80.69708

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	77
median	92
Q3	97
95-th percentile	99
Maximum	99
Range	98
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	25.342835
Coefficient of variation (CV)	0.31404896
Kurtosis	2.5931835
Mean	80.69708
Median Absolute Deviation (MAD)	6
Skewness	-1.8953133
Sum	154777
Variance	642.25926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	195	8.3%
98	177	7.5%
96	132	5.6%
97	121	5.1%
95	118	5.0%
94	92	3.9%
93	82	3.5%
92	70	3.0%
91	61	2.6%
88	57	2.4%
Other values (76)	813	34.6%
(Missing)	433	18.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	3	0.1%
4	4	0.2%
5	6	0.3%
6	13	0.6%
7	17	0.7%
8	35	1.5%
9	51	2.2%
11	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
99	195	8.3%
98	177	7.5%
97	121	5.1%
96	132	5.6%
95	118	5.0%
94	92	3.9%
93	82	3.5%
92	70	3.0%
91	61	2.6%
89	53	2.3%

Measles
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	816
Distinct (%)	34.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2341.4232

Minimum	0
Maximum	212183
Zeros	801
Zeros (%)	34.1%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17
Q3	389
95-th percentile	9639
Maximum	212183
Range	212183
Interquartile range (IQR)	389

Descriptive statistics

Standard deviation	11501.395
Coefficient of variation (CV)	4.9121383
Kurtosis	131.66781
Mean	2341.4232
Median Absolute Deviation (MAD)	17
Skewness	10.193184
Sum	5504686
Variance	1.3228208 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	801	34.1%
1	77	3.3%
2	53	2.3%
3	32	1.4%
6	26	1.1%
4	24	1.0%
7	20	0.9%
8	20	0.9%
10	17	0.7%
15	17	0.7%
Other values (806)	1264	53.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	801	34.1%
1	77	3.3%
2	53	2.3%
3	32	1.4%
4	24	1.0%
5	15	0.6%
6	26	1.1%
7	20	0.9%
8	20	0.9%
9	15	0.6%

Value	Count	Frequency (%)
212183	1	< 0.1%
182485	1	< 0.1%
168107	1	< 0.1%
141258	1	< 0.1%
133802	1	< 0.1%
131441	1	< 0.1%
124219	1	< 0.1%
118712	1	< 0.1%
109023	1	< 0.1%
90387	1	< 0.1%

BMI
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	585
Distinct (%)	25.2%
Missing	29
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	38.301378

Minimum	1
Maximum	87.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	1
5-th percentile	5.3
Q1	19.4
median	43.2
Q3	55.9
95-th percentile	64.5
Maximum	87.3
Range	86.3
Interquartile range (IQR)	36.5

Descriptive statistics

Standard deviation	19.886979
Coefficient of variation (CV)	0.51922359
Kurtosis	-1.2807274
Mean	38.301378
Median Absolute Deviation (MAD)	16.3
Skewness	-0.21354484
Sum	88935.8
Variance	395.49194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58.5	16	0.7%
55.8	14	0.6%
54.2	13	0.6%
6.9	12	0.5%
59.9	12	0.5%
56.1	11	0.5%
54.1	11	0.5%
52.8	11	0.5%
57	11	0.5%
55	11	0.5%
Other values (575)	2200	93.6%
(Missing)	29	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
1.4	2	0.1%
1.9	1	< 0.1%
2	1	< 0.1%
2.1	9	0.4%
2.2	8	0.3%
2.3	4	0.2%
2.4	4	0.2%
2.5	8	0.3%
2.6	3	0.1%

Value	Count	Frequency (%)
87.3	1	< 0.1%
83.3	1	< 0.1%
82.8	1	< 0.1%
81.6	1	< 0.1%
79.3	1	< 0.1%
77.6	1	< 0.1%
77.3	1	< 0.1%
76.2	1	< 0.1%
75.7	1	< 0.1%
75.2	2	0.1%

Under-Five Deaths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	226
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.724373

Minimum	0
Maximum	2400
Zeros	638
Zeros (%)	27.1%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	29.5
95-th percentile	131.5
Maximum	2400
Range	2400
Interquartile range (IQR)	29.5

Descriptive statistics

Standard deviation	157.56431
Coefficient of variation (CV)	3.7763134
Kurtosis	109.29505
Mean	41.724373
Median Absolute Deviation (MAD)	4
Skewness	9.4953203
Sum	98094
Variance	24826.51
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	638	27.1%
1	283	12.0%
4	128	5.4%
2	126	5.4%
3	100	4.3%
8	39	1.7%
12	38	1.6%
5	37	1.6%
10	35	1.5%
6	35	1.5%
Other values (216)	892	37.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	638	27.1%
1	283	12.0%
2	126	5.4%
3	100	4.3%
4	128	5.4%
5	37	1.6%
6	35	1.5%
7	23	1.0%
8	39	1.7%
9	31	1.3%

Value	Count	Frequency (%)
2400	1	< 0.1%
2300	1	< 0.1%
2200	1	< 0.1%
2100	1	< 0.1%
2000	1	< 0.1%
1900	1	< 0.1%
1800	1	< 0.1%
1700	1	< 0.1%
1600	1	< 0.1%
1500	1	< 0.1%

Polio
Real number (ℝ)

Distinct	71
Distinct (%)	3.0%
Missing	15
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	82.566781

Minimum	3
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	3
5-th percentile	9
Q1	78
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	96
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	23.351954
Coefficient of variation (CV)	0.28282505
Kurtosis	3.8152315
Mean	82.566781
Median Absolute Deviation (MAD)	6
Skewness	-2.1001803
Sum	192876
Variance	545.31374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	303	12.9%
98	212	9.0%
97	169	7.2%
96	151	6.4%
95	142	6.0%
94	124	5.3%
93	98	4.2%
92	80	3.4%
91	63	2.7%
88	57	2.4%
Other values (61)	937	39.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	5	0.2%
4	10	0.4%
5	5	0.2%
6	11	0.5%
7	21	0.9%
8	33	1.4%
9	51	2.2%
17	1	< 0.1%
23	1	< 0.1%
26	3	0.1%

Value	Count	Frequency (%)
99	303	12.9%
98	212	9.0%
97	169	7.2%
96	151	6.4%
95	142	6.0%
94	124	5.3%
93	98	4.2%
92	80	3.4%
91	63	2.7%
89	42	1.8%

Total Expenditure
Real number (ℝ)

Distinct	771
Distinct (%)	35.5%
Missing	180
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%
Mean	5.9169784

Minimum	0.37
Maximum	17.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0.37
5-th percentile	1.93
Q1	4.27
median	5.73
Q3	7.46
95-th percentile	9.74
Maximum	17.6
Range	17.23
Interquartile range (IQR)	3.19

Descriptive statistics

Standard deviation	2.4658485
Coefficient of variation (CV)	0.41674118
Kurtosis	1.1353685
Mean	5.9169784
Median Absolute Deviation (MAD)	1.57
Skewness	0.59369317
Sum	12845.76
Variance	6.0804089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.6	12	0.5%
6.7	11	0.5%
5.6	9	0.4%
5.92	9	0.4%
5.3	9	0.4%
4.2	9	0.4%
4.34	8	0.3%
3.7	8	0.3%
5.26	8	0.3%
4.48	8	0.3%
Other values (761)	2080	88.5%
(Missing)	180	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.37	1	< 0.1%
0.65	1	< 0.1%
0.76	1	< 0.1%
0.92	1	< 0.1%
1.1	2	0.1%
1.12	3	0.1%
1.15	1	< 0.1%
1.17	2	0.1%
1.18	2	0.1%
1.19	2	0.1%

Value	Count	Frequency (%)
17.6	1	< 0.1%
17.24	1	< 0.1%
17.2	1	< 0.1%
17	1	< 0.1%
16.9	1	< 0.1%
16.61	1	< 0.1%
15.57	1	< 0.1%
15.27	1	< 0.1%
15.15	1	< 0.1%
15.14	1	< 0.1%

Diphtheria
Real number (ℝ)

Distinct	80
Distinct (%)	3.4%
Missing	15
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	82.280822

Minimum	3
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	3
5-th percentile	9
Q1	78
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	96
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	23.735929
Coefficient of variation (CV)	0.28847463
Kurtosis	3.4878016
Mean	82.280822
Median Absolute Deviation (MAD)	6
Skewness	-2.0549042
Sum	192208
Variance	563.39434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	290	12.3%
98	212	9.0%
97	170	7.2%
95	154	6.6%
96	143	6.1%
94	116	4.9%
93	100	4.3%
92	81	3.4%
91	71	3.0%
87	54	2.3%
Other values (70)	945	40.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	0.1%
4	9	0.4%
5	7	0.3%
6	14	0.6%
7	19	0.8%
8	32	1.4%
9	52	2.2%
16	1	< 0.1%
19	1	< 0.1%
21	1	< 0.1%

Value	Count	Frequency (%)
99	290	12.3%
98	212	9.0%
97	170	7.2%
96	143	6.1%
95	154	6.6%
94	116	4.9%
93	100	4.3%
92	81	3.4%
91	71	3.0%
89	48	2.0%

HIV/AIDS
Real number (ℝ)

Distinct	179
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7679711

Minimum	0.1
Maximum	50.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.1
median	0.1
Q3	0.8
95-th percentile	8.75
Maximum	50.6
Range	50.5
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	5.152181
Coefficient of variation (CV)	2.9141772
Kurtosis	35.966834
Mean	1.7679711
Median Absolute Deviation (MAD)	0
Skewness	5.4637664
Sum	4156.5
Variance	26.544969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	1413	60.1%
0.2	103	4.4%
0.3	94	4.0%
0.4	57	2.4%
0.5	35	1.5%
0.6	28	1.2%
0.8	27	1.1%
0.9	22	0.9%
0.7	21	0.9%
2.1	20	0.9%
Other values (169)	531	22.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1413	60.1%
0.2	103	4.4%
0.3	94	4.0%
0.4	57	2.4%
0.5	35	1.5%
0.6	28	1.2%
0.7	21	0.9%
0.8	27	1.1%
0.9	22	0.9%
1	7	0.3%

Value	Count	Frequency (%)
50.6	1	< 0.1%
50.3	1	< 0.1%
49.9	1	< 0.1%
49.1	1	< 0.1%
48.8	1	< 0.1%
46.4	1	< 0.1%
43.7	1	< 0.1%
43.5	1	< 0.1%
42.1	1	< 0.1%
40.7	1	< 0.1%

GDP
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2003
Distinct (%)	100.0%
Missing	348
Missing (%)	14.8%
Infinite	0
Infinite (%)	0.0%
Mean	7494.8422

Minimum	1.68135
Maximum	119172.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	1.68135
5-th percentile	67.818135
Q1	467.24579
median	1761.5376
Q3	5953.1312
95-th percentile	41553.124
Maximum	119172.74
Range	119171.06
Interquartile range (IQR)	5485.8854

Descriptive statistics

Standard deviation	14373.885
Coefficient of variation (CV)	1.9178369
Kurtosis	12.945812
Mean	7494.8422
Median Absolute Deviation (MAD)	1595.3059
Skewness	3.2691926
Sum	15012169
Variance	2.0660858 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
437.4467238	1	< 0.1%
55.31382	1	< 0.1%
249.939542	1	< 0.1%
36526.7711	1	< 0.1%
4313.1682	1	< 0.1%
1642.837974	1	< 0.1%
74114.69715	1	< 0.1%
31.437144	1	< 0.1%
2377.74739	1	< 0.1%
165.8794176	1	< 0.1%
Other values (1993)	1993	84.8%
(Missing)	348	14.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.68135	1	< 0.1%
3.685949	1	< 0.1%
4.6135745	1	< 0.1%
5.6687264	1	< 0.1%
11.147277	1	< 0.1%
11.631377	1	< 0.1%
12.1789279	1	< 0.1%
12.566464	1	< 0.1%
12.989164	1	< 0.1%
13.154199	1	< 0.1%

Value	Count	Frequency (%)
119172.7418	1	< 0.1%
115761.577	1	< 0.1%
114293.8433	1	< 0.1%
113751.85	1	< 0.1%
89739.7117	1	< 0.1%
88564.82298	1	< 0.1%
87998.44468	1	< 0.1%
86852.7119	1	< 0.1%
85814.58857	1	< 0.1%
84658.88768	1	< 0.1%

Population
Real number (ℝ)

Distinct	1831
Distinct (%)	99.6%
Missing	513
Missing (%)	21.8%
Infinite	0
Infinite (%)	0.0%
Mean	11851853

Minimum	34
Maximum	1.1796812 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	34
5-th percentile	8925.65
Q1	199782.25
median	1448220.5
Q3	7588384.5
95-th percentile	46645199
Maximum	1.1796812 × 10⁹
Range	1.1796812 × 10⁹
Interquartile range (IQR)	7388602.2

Descriptive statistics

Standard deviation	52641796
Coefficient of variation (CV)	4.4416512
Kurtosis	357.57483
Mean	11851853
Median Absolute Deviation (MAD)	1422024
Skewness	17.090864
Sum	2.1783705 × 10¹⁰
Variance	2.7711586 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
444	3	0.1%
127445	2	0.1%
1141	2	0.1%
718239	2	0.1%
26868	2	0.1%
292	2	0.1%
4515429	1	< 0.1%
6473164	1	< 0.1%
5934232	1	< 0.1%
6662468	1	< 0.1%
Other values (1821)	1821	77.5%
(Missing)	513	21.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34	1	< 0.1%
41	1	< 0.1%
43	1	< 0.1%
123	1	< 0.1%
135	1	< 0.1%
146	1	< 0.1%
286	1	< 0.1%
292	2	0.1%
297	1	< 0.1%
333	1	< 0.1%

Value	Count	Frequency (%)
1179681239	1	< 0.1%
1144118674	1	< 0.1%
1126135777	1	< 0.1%
258162113	1	< 0.1%
236159276	1	< 0.1%
232989141	1	< 0.1%
198686688	1	< 0.1%
196796269	1	< 0.1%
194895996	1	< 0.1%
186917361	1	< 0.1%

Thinness 10-19 Years
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	191
Distinct (%)	8.2%
Missing	29
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.8883721

Minimum	0.1
Maximum	27.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	1.6
median	3.4
Q3	7.2
95-th percentile	14.095
Maximum	27.5
Range	27.4
Interquartile range (IQR)	5.6

Descriptive statistics

Standard deviation	4.4624252
Coefficient of variation (CV)	0.91286528
Kurtosis	3.7135964
Mean	4.8883721
Median Absolute Deviation (MAD)	2.4
Skewness	1.6853481
Sum	11350.8
Variance	19.913238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.9	53	2.3%
2.1	53	2.3%
1	53	2.3%
2.2	50	2.1%
0.9	49	2.1%
0.8	49	2.1%
1.5	47	2.0%
2	47	2.0%
1.3	46	2.0%
1.7	45	1.9%
Other values (181)	1830	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	23	1.0%
0.2	31	1.3%
0.3	28	1.2%
0.4	4	0.2%
0.5	27	1.1%
0.6	35	1.5%
0.7	42	1.8%
0.8	49	2.1%
0.9	49	2.1%
1	53	2.3%

Value	Count	Frequency (%)
27.5	1	< 0.1%
27.4	1	< 0.1%
27.3	1	< 0.1%
27.2	2	0.1%
27.1	1	< 0.1%
27	3	0.1%
26.9	2	0.1%
26.7	1	< 0.1%
22.2	1	< 0.1%
22	1	< 0.1%

Thinness 5-9 Years
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	200
Distinct (%)	8.6%
Missing	29
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.9130491

Minimum	0.1
Maximum	28.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	1.6
median	3.4
Q3	7.2
95-th percentile	14.1
Maximum	28.5
Range	28.4
Interquartile range (IQR)	5.6

Descriptive statistics

Standard deviation	4.5522915
Coefficient of variation (CV)	0.92657156
Kurtosis	4.0975021
Mean	4.9130491
Median Absolute Deviation (MAD)	2.4
Skewness	1.7537464
Sum	11408.1
Variance	20.723358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.3	53	2.3%
0.9	53	2.3%
2.1	53	2.3%
1	52	2.2%
1.9	50	2.1%
1.1	46	2.0%
2.5	45	1.9%
2	45	1.9%
1.5	45	1.9%
0.5	44	1.9%
Other values (190)	1836	78.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	29	1.2%
0.2	36	1.5%
0.3	23	1.0%
0.4	16	0.7%
0.5	44	1.9%
0.6	43	1.8%
0.7	32	1.4%
0.8	28	1.2%
0.9	53	2.3%
1	52	2.2%

Value	Count	Frequency (%)
28.5	1	< 0.1%
28.4	1	< 0.1%
28.3	1	< 0.1%
28.2	1	< 0.1%
28.1	1	< 0.1%
28	1	< 0.1%
27.9	1	< 0.1%
27.8	2	0.1%
27.7	1	< 0.1%
27.6	1	< 0.1%

Income Composition Of Resources
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	601
Distinct (%)	27.0%
Missing	127
Missing (%)	5.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.62505081

Minimum	0
Maximum	0.948
Zeros	111
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2533
Q1	0.49175
median	0.677
Q3	0.77825
95-th percentile	0.89
Maximum	0.948
Range	0.948
Interquartile range (IQR)	0.2865

Descriptive statistics

Standard deviation	0.21354859
Coefficient of variation (CV)	0.34164997
Kurtosis	1.3481375
Mean	0.62505081
Median Absolute Deviation (MAD)	0.1285
Skewness	-1.1463804
Sum	1390.113
Variance	0.045602999
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	111	4.7%
0.7	13	0.6%
0.737	11	0.5%
0.739	11	0.5%
0.703	10	0.4%
0.723	10	0.4%
0.877	10	0.4%
0.735	10	0.4%
0.86	10	0.4%
0.636	10	0.4%
Other values (591)	2018	85.8%
(Missing)	127	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	111	4.7%
0.253	1	< 0.1%
0.255	1	< 0.1%
0.261	1	< 0.1%
0.268	2	0.1%
0.27	1	< 0.1%
0.276	1	< 0.1%
0.278	1	< 0.1%
0.279	1	< 0.1%
0.283	1	< 0.1%

Value	Count	Frequency (%)
0.948	1	< 0.1%
0.945	1	< 0.1%
0.942	1	< 0.1%
0.941	1	< 0.1%
0.939	1	< 0.1%
0.938	1	< 0.1%
0.937	1	< 0.1%
0.936	2	0.1%
0.934	1	< 0.1%
0.932	2	0.1%

Schooling
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	172
Distinct (%)	7.7%
Missing	123
Missing (%)	5.2%
Infinite	0
Infinite (%)	0.0%
Mean	11.94605

Minimum	0
Maximum	20.7
Zeros	24
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	101.3 KiB

Quantile statistics

Minimum	0
5-th percentile	5.8
Q1	10
median	12.4
Q3	14.2
95-th percentile	16.8
Maximum	20.7
Range	20.7
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	3.385039
Coefficient of variation (CV)	0.28336052
Kurtosis	0.86592251
Mean	11.94605
Median Absolute Deviation (MAD)	2.1
Skewness	-0.60558388
Sum	26615.8
Variance	11.458489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.9	48	2.0%
13.3	39	1.7%
12.7	39	1.7%
12.5	37	1.6%
12.8	36	1.5%
12.4	35	1.5%
15.8	33	1.4%
10.7	33	1.4%
12.6	33	1.4%
12.3	32	1.4%
Other values (162)	1863	79.2%
(Missing)	123	5.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	1.0%
2.8	1	< 0.1%
2.9	3	0.1%
3.1	1	< 0.1%
3.3	1	< 0.1%
3.4	1	< 0.1%
3.5	3	0.1%
3.6	1	< 0.1%
3.7	1	< 0.1%
3.8	2	0.1%

Value	Count	Frequency (%)
20.7	1	< 0.1%
20.6	1	< 0.1%
20.5	1	< 0.1%
20.4	2	0.1%
20.3	3	0.1%
20.1	2	0.1%
19.8	1	< 0.1%
19.7	1	< 0.1%
19.5	2	0.1%
19.3	2	0.1%

Auto

Heatmap
Table

	Year	Life Expectancy	Adult Mortality	Infant Deaths	Alcohol	Percentage Expenditure	Hepatitis B	Measles	BMI	Under-Five Deaths	Polio	Total Expenditure	Diphtheria	HIV/AIDS	GDP	Population	Thinness 10-19 Years	Thinness 5-9 Years	Income Composition Of Resources	Schooling	Status
Year	1.000	0.154	-0.046	-0.050	-0.108	-0.057	0.110	-0.093	0.155	-0.050	0.118	0.070	0.138	-0.058	0.174	0.034	-0.029	-0.028	0.206	0.194	0.000
Life Expectancy	0.154	1.000	-0.651	-0.606	0.434	0.433	0.346	-0.293	0.585	-0.625	0.540	0.289	0.544	-0.758	0.646	-0.117	-0.611	-0.619	0.859	0.811	0.618
Adult Mortality	-0.046	-0.651	1.000	0.397	-0.223	-0.300	-0.220	0.149	-0.387	0.411	-0.322	-0.181	-0.326	0.518	-0.386	0.107	0.389	0.399	-0.546	-0.493	0.361
Infant Deaths	-0.050	-0.606	0.397	1.000	-0.378	-0.364	-0.343	0.583	-0.480	0.994	-0.432	-0.216	-0.426	0.491	-0.509	0.464	0.468	0.476	-0.574	-0.598	0.056
Alcohol	-0.108	0.434	-0.223	-0.378	1.000	0.308	0.114	-0.206	0.326	-0.376	0.270	0.326	0.280	-0.195	0.434	-0.025	-0.457	-0.451	0.509	0.543	0.659
Percentage Expenditure	-0.057	0.433	-0.300	-0.364	0.308	1.000	0.107	-0.157	0.276	-0.366	0.223	0.161	0.230	-0.264	0.815	-0.090	-0.310	-0.312	0.504	0.488	0.447
Hepatitis B	0.110	0.346	-0.220	-0.343	0.114	0.107	1.000	-0.228	0.196	-0.342	0.787	0.033	0.811	-0.342	0.263	-0.123	-0.051	-0.063	0.358	0.355	0.166
Measles	-0.093	-0.293	0.149	0.583	-0.206	-0.157	-0.228	1.000	-0.287	0.584	-0.268	-0.194	-0.267	0.212	-0.222	0.307	0.327	0.337	-0.236	-0.283	0.000
BMI	0.155	0.585	-0.387	-0.480	0.326	0.276	0.196	-0.287	1.000	-0.493	0.332	0.270	0.339	-0.514	0.475	-0.076	-0.571	-0.578	0.615	0.609	0.447
Under-Five Deaths	-0.050	-0.625	0.411	0.994	-0.376	-0.366	-0.342	0.584	-0.493	1.000	-0.437	-0.220	-0.431	0.516	-0.519	0.456	0.475	0.482	-0.587	-0.611	0.051
Polio	0.118	0.540	-0.322	-0.432	0.270	0.223	0.787	-0.268	0.332	-0.437	1.000	0.137	0.923	-0.488	0.417	-0.109	-0.235	-0.239	0.537	0.532	0.307
Total Expenditure	0.070	0.289	-0.181	-0.216	0.326	0.161	0.033	-0.194	0.270	-0.220	0.137	1.000	0.154	-0.142	0.154	-0.096	-0.362	-0.378	0.219	0.283	0.414
Diphtheria	0.138	0.544	-0.326	-0.426	0.280	0.230	0.811	-0.267	0.339	-0.431	0.923	0.154	1.000	-0.473	0.421	-0.095	-0.243	-0.247	0.536	0.533	0.311
HIV/AIDS	-0.058	-0.758	0.518	0.491	-0.195	-0.264	-0.342	0.212	-0.514	0.516	-0.488	-0.142	-0.473	1.000	-0.485	0.096	0.479	0.465	-0.647	-0.619	0.123
GDP	0.174	0.646	-0.386	-0.509	0.434	0.815	0.263	-0.222	0.475	-0.519	0.417	0.154	0.421	-0.485	1.000	-0.067	-0.425	-0.430	0.694	0.666	0.494
Population	0.034	-0.117	0.107	0.464	-0.025	-0.090	-0.123	0.307	-0.076	0.456	-0.109	-0.096	-0.095	0.096	-0.067	1.000	0.103	0.114	-0.078	-0.087	0.053
Thinness 10-19 Years	-0.029	-0.611	0.389	0.468	-0.457	-0.310	-0.051	0.327	-0.571	0.475	-0.235	-0.362	-0.243	0.479	-0.425	0.103	1.000	0.949	-0.577	-0.570	0.459
Thinness 5-9 Years	-0.028	-0.619	0.399	0.476	-0.451	-0.312	-0.063	0.337	-0.578	0.482	-0.239	-0.378	-0.247	0.465	-0.430	0.114	0.949	1.000	-0.573	-0.567	0.462
Income Composition Of Resources	0.206	0.859	-0.546	-0.574	0.509	0.504	0.358	-0.236	0.615	-0.587	0.537	0.219	0.536	-0.647	0.694	-0.078	-0.577	-0.573	1.000	0.897	0.709
Schooling	0.194	0.811	-0.493	-0.598	0.543	0.488	0.355	-0.283	0.609	-0.611	0.532	0.283	0.533	-0.619	0.666	-0.087	-0.570	-0.567	0.897	1.000	0.637
Status	0.000	0.618	0.361	0.056	0.659	0.447	0.166	0.000	0.447	0.051	0.307	0.414	0.311	0.123	0.494	0.053	0.459	0.462	0.709	0.637	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Country	Year	Status	Life Expectancy	Adult Mortality	Infant Deaths	Alcohol	Percentage Expenditure	Hepatitis B	Measles	BMI	Under-Five Deaths	Polio	Total Expenditure	Diphtheria	HIV/AIDS	GDP	Population	Thinness 10-19 Years	Thinness 5-9 Years	Income Composition Of Resources	Schooling
167	Bahamas	2008	Developing	74.5	167.0	0	10.15	0.000000	9.0	0	6.1	0	93.0	7.30	93.0	0.1	NaN	NaN	2.5	2.5	0.791	12.6
1155	Hungary	2014	Developed	75.6	137.0	0	0.01	160.944934	NaN	0	64.2	0	99.0	7.40	99.0	0.1	14117.976680	9866468.0	1.7	1.6	0.834	15.8
937	France	2008	Developing	89.0	88.0	3	11.90	7002.785925	47.0	604	59.1	3	98.0	1.57	98.0	0.1	45413.657100	6437499.0	0.6	0.6	0.877	16.1
973	Gambia	2004	Developing	57.3	296.0	3	2.51	0.000000	95.0	0	2.3	6	88.0	4.35	87.0	2.9	NaN	NaN	9.4	9.3	0.404	7.6
2081	Qatar	2005	Developing	76.6	84.0	0	1.18	4582.476081	97.0	74	65.1	0	98.0	3.10	97.0	0.1	51488.495290	NaN	4.8	4.5	0.830	13.7
354	Brazil	2013	Developing	74.7	146.0	46	7.24	916.270845	96.0	220	54.5	52	96.0	8.48	97.0	0.1	12216.944600	2248632.0	2.8	2.7	0.734	14.2
2570	Thailand	2014	Developing	74.6	152.0	8	6.41	789.077295	99.0	0	32.4	10	99.0	4.12	99.0	0.1	5941.847100	68416772.0	7.8	7.8	0.737	13.6
1658	Mauritania	2008	Developing	61.4	217.0	8	0.02	61.762638	74.0	4	26.1	12	73.0	3.23	74.0	1.3	1167.535689	347541.0	9.2	8.9	0.475	7.2
790	Ecuador	2011	Developing	75.3	131.0	7	3.99	344.741216	88.0	257	51.4	8	85.0	5.92	88.0	0.1	5223.351763	15177355.0	1.3	1.2	0.710	13.2
116	Australia	2011	Developed	82.0	63.0	1	10.30	10986.265270	92.0	190	64.4	1	92.0	9.20	92.0	0.1	62245.129000	223424.0	0.6	0.6	0.927	19.8

	Country	Year	Status	Life Expectancy	Adult Mortality	Infant Deaths	Alcohol	Percentage Expenditure	Hepatitis B	Measles	BMI	Under-Five Deaths	Polio	Total Expenditure	Diphtheria	HIV/AIDS	GDP	Population	Thinness 10-19 Years	Thinness 5-9 Years	Income Composition Of Resources	Schooling
2686	Turkey	2010	Developing	74.2	116.0	21	1.49	32.782358	96.0	7	61.9	25	97.0	5.61	97.0	0.1	1672.569300	72326914.0	4.9	4.7	0.715	13.0
2161	Rwanda	2005	Developing	55.3	37.0	24	7.01	39.446667	95.0	129	15.4	38	95.0	6.83	95.0	7.1	287.931877	8991735.0	6.8	7.0	0.388	8.8
96	Armenia	2015	Developing	74.8	118.0	1	NaN	0.000000	94.0	33	54.9	1	96.0	NaN	94.0	0.1	369.654776	291695.0	2.1	2.2	0.741	12.7
1761	Morocco	2002	Developing	69.5	15.0	25	0.46	66.729339	92.0	6000	46.5	29	94.0	5.31	94.0	0.1	1413.757176	29512368.0	6.6	6.5	0.540	8.8
1593	Malaysia	2008	Developing	73.8	132.0	3	0.47	438.451921	97.0	334	33.4	4	97.0	3.47	97.0	0.1	8513.629541	2711169.0	8.5	8.3	0.747	12.5
1147	Honduras	2006	Developing	72.8	161.0	5	3.23	192.929783	94.0	0	43.5	6	94.0	7.63	95.0	0.8	1437.628785	754146.0	2.4	2.4	0.583	10.8
2154	Rwanda	2012	Developing	64.6	239.0	13	0.01	9.774676	98.0	75	19.5	18	98.0	7.68	98.0	0.7	678.796973	1788853.0	6.1	6.1	0.475	10.5
1766	Mozambique	2013	Developing	55.3	46.0	62	1.16	5.813338	78.0	8	21.8	87	78.0	5.90	78.0	5.1	65.985681	26434372.0	3.6	3.5	0.405	9.1
1122	Haiti	2015	Developing	63.5	24.0	14	NaN	0.000000	6.0	0	49.9	18	56.0	NaN	6.0	0.5	814.546395	171161.0	3.9	3.9	0.490	9.1
1346	Kazakhstan	2015	Developing	72.0	198.0	4	NaN	0.000000	98.0	526	53.1	5	98.0	NaN	98.0	0.1	159.981700	17544126.0	2.4	2.5	0.793	15.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample